"The Royal Tenenbaums" star said she escapes into another world when on set with Anderson, reported Contactmusic.com.
Huston, 53, who recently finished working on Anderson's "The Life Aquatic With Steve Zissou", was quoted as saying: "I love to work with him. He's challenging and exacting and has his own particular sensibility.
"When I go to movies I love to forget about my own life. Going to work with Wes is like entering another world. It's always a little off to the side of reality.
"I'd do practically anything for Wes, I'd walk the plank for him."
Huston appeared in "The Addams Family" and "Prizzi's Honor". This year she won the best supporting actress Golden Globe for the TV movie "Iron Jawed Angels".
Anderson's next film is an animation comedy "The Fantastic Mr. Fox".